Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413032	CLM	Brittany Lucas	2000-03-27	—	—	1258 Park Pl, Plano, TX, 75017	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60669	TPA	Peter Wells	1946-05-19	—	—	2917 Mesa Dr, Miami, FL, 33128	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-119543	ENR	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107102	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-404337	CLM	Ruth Q Hamilton	1955-10-14	UHC-05019-35	—	8217 Oak St, Phoenix, AZ, 85095	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-135484	ENR	Beverly Andrews	1967-12-18	UHC-52608-79	5166347246	2649 Canyon Rd Apt 13, Nashville, TN, 37299	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-116372	ENR	Mateo Garza	1977-06-20	UHC-27538-35	7227471049	6866 Central Ave, Atlanta, GA, 30352	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138761	ENR	Melissa Y Delgado	2007-07-28	UHC-61902-21	4735065461	5380 Apache Blvd, Fresno, CA, 93769	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111392	ENR	Emma I Kennedy	2004-08-12	UHC-01628-56	8555773381	3560 Hillcrest Rd, Scottsdale, AZ, 85204	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127459	ENR	Jeremy Clark	1978-02-18	UHC-95821-87	7239183787	6975 Ridge Rd, Houston, TX, 77014	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401259	CLM	Nancy Delgado	1969-01-08	—	—	6958 Park Pl, Orlando, FL, 32816	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-127232	ENR	Marilyn Fernandez	1945-10-12	UHC-92069-19	2827025375	2694 Meadow Ln, Dallas, TX, 75251	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113603	ENR	Abigail Y Martinez	1967-03-08	UHC-84886-97	7512522900	2815 River Rd, Mesa, AZ, 85212	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55987	TPA	Carlos P Le	1944-10-15	UHC-07359-80	—	7655 Lake View Rd, Charlotte, NC	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-24471	PRV	Frank F Nelson	1997-09-14	—	—	9185 Elm St, Chandler, AZ, 85222	0.52	Phone missing area code SSN last four extracted City re-cased State name converted to code+2 more
ENR-125870	ENR	Stephanie Ross	1990-12-11	UHC-04168-70	3362998489	1376 Ridge Rd, Jacksonville, FL, 32239	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-63004	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-59947	TPA	Juan Banks	1967-11-12	—	—	9425 Mesa Dr, Fresno, CA, 93762	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400471	CLM	Mei Harvey	1954-12-02	—	—	4291 Harbor Blvd, Orlando, FL, 32821	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51350	TPA	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.52	Name re-cased Two-digit birth year State name converted to code ZIP+4 trimmed+2 more
CLM-404756	CLM	Jesse Gardner	1984-12-15	UHC-82310-03	4489826754	149 Forest Ave, Los Angeles, CA, 90048	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119507	ENR	Christina Ortega	1971-07-03	UHC-06273-61	4727478991	2874 River Rd, Tucson, AZ, 85765	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427294	CLM	Cheryl M Pena	1992-06-08	UHC-77349-09	—	5459 Valley View Dr, Minneapolis, MN, 55480	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-411109	CLM	Adam Rogers	1991-02-14	UHC-08320-64	—	550 Valley View Dr, Tampa, FL, 33679	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-62361	TPA	Jose Williams	1949-06-05	UHC-68499-83	—	4096 Oak St, Las Vegas, NV, 89125	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-22026	PRV	Priya Cook	1956-08-04	—	8593901606	8550 Cedar Ln, Eden Prairie, MN, 55326	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416586	CLM	Heen Mejya	1987-01-20	UHC-40105-27	—	9445 Desert Sky Blvd, Eden Prairie, MN	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-114341	ENR	Diane Lawson	1992-01-09	UHC-62696-54	5178300677	9198 Mesa Dr, Chandler, AZ, 85296	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404695	CLM	Charles Chapman	—	UHC-47214-68	4886556297	884 Canyon Rd, Tempe, AZ, 85266	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114824	ENR	Omar V Thomas	1983-02-04	UHC-30987-31	5039744189	3899 Union St # 135, Eden Prairie, MN	0.52	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
PRV-26299	PRV	Alexis Hill	1952-02-12	UHC-64036-10	—	4089 River Rd, Tucson, AZ, 85788	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424162	CLM	Maggie Valdez	1994-09-01	UHC-29630-30	—	4234 Cedar Ln, Atlanta, GA, 30318	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-407422	CLM	Matthew X Valdez	2002-06-14	UHC-71925-83	—	4853 Maple Ave, Las Vegas, NV, 89199	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
TPA-55660	TPA	Robert Hall	1946-03-22	UHC-74797-86	—	1833 Oak St, Sacramento, CA, 95893	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-412669	CLM	Wei Y Willis	1982-11-23	UHC-22401-11	—	3743 Willow Ct, Orlando, FL, 32865	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60240	TPA	Denise Young	1969-11-18	—	—	2167 Desert Sky Blvd, Tempe, AZ	0.52	Date of birth reformatted State name converted to code ZIP missing Gender normalised+2 more
TPA-62830	TPA	Sharon Ruiz	1996-02-26	—	6668856260	2788 Washington St, Tampa, FL, 33609	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404036	CLM	Christina Jackson	1962-06-02	UHC-91939-27	9893227856	7008 Sunset Blvd, Denver, CO, 80297	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-124996	ENR	Thomas Salazar	1993-07-25	UHC-08590-37	6516619342	7441 Valley View Dr, Austin, TX, 78755	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
CLM-400032	CLM	Lauren Williams	2002-07-08	—	—	3118 Sunset Blvd, Mesa, AZ, 85293	0.52	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416679	CLM	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave Apt 18, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
ENR-100928	ENR	Charlotte Bryant	1993-09-22	UHC-51096-97	8588200512	4266 Union St, Denver, CO, 80230	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-50876	TPA	Martha M Dean	1989-02-17	—	—	5105 Spring St, Tempe, AZ	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-119193	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	8090 Lake View Rd, Chandler, AZ, 85278	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-431236	CLM	Joshua M Gonzales	2001-03-06	UHC-38587-47	—	4712 Sunset Blvd, Phoenix, AZ	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61401	TPA	Raymond Carlson	—	UHC-95664-26	—	9151 Church St, Houston, TX, 77059	0.52	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-23390	PRV	Alice Ortega	1948-01-20	—	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

9,084 rows, page 58 of 182Previous Next